I haven't tried vanilla extract, but have tried peanut butter and that works. I believe it is the sweet smell that attracts deer, not necessarily the product. Sweet feed for horses also attract deer because it has syrup in it. Deer also love corn soaked in apple cider and they love apples and sugar beets, carrots, etc... Good Hunting!